{"id":"W2297768461","doi":"","title":"GreenLight 180W XPS photovaporization of the prostate: how I do it.","year":2011,"lang":"en","type":"article","venue":"PubMed","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostate; Urology; Lower urinary tract symptoms; Retrograde ejaculation; Transurethral resection of the prostate; Prostatectomy; Urethral stricture; Erectile dysfunction; Surgery; Internal medicine; Urethra; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003234228,0.00009166813,0.0001505352,0.00007413968,0.00005677735,0.00001297568,0.0001369514,0.00005642876,0.0001654063],"category_scores_gemma":[0.0001146083,0.00005568861,0.00007070387,0.0003428364,0.0001119518,0.00009161716,0.00007534429,0.000157507,0.000009221042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002725047,"about_ca_system_score_gemma":0.0000526239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004302335,"about_ca_topic_score_gemma":0.000006368925,"domain_scores_codex":[0.998937,0.00006276891,0.0001506532,0.0001707302,0.0003622279,0.000316626],"domain_scores_gemma":[0.9992724,0.00002344281,0.0000693066,0.0003616391,0.000150941,0.0001222562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002072076,0.001175258,0.6816434,0.0009238801,0.0003637853,0.0001206142,0.01061269,5.094852e-7,0.004123565,0.000976167,0.03513858,0.2628495],"study_design_scores_gemma":[0.0009863346,0.0001344873,0.9006981,0.00002568637,0.00005082745,0.00004062845,0.0002194608,0.000009800287,0.07364222,0.0003808445,0.02372403,0.00008761081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8552326,0.0005817846,0.00007280991,0.009470757,0.0004617229,0.005163694,0.00005344875,0.0000812419,0.1288819],"genre_scores_gemma":[0.987037,0.0001287972,0.00007179802,0.0001368013,0.00007215732,0.0005023369,0.00001235719,0.00001765673,0.01202109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2627618,"threshold_uncertainty_score":0.2270916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06723835574931078,"score_gpt":0.2456237291585821,"score_spread":0.1783853734092713,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}